Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 990 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 108.4 KiB |
| Average record size in memory | 112.1 B |
Variable types
| NUM | 12 |
|---|---|
| BOOL | 2 |
Reproduction
| Analysis started | 2020-08-25 02:02:30.794706 |
|---|---|
| Analysis finished | 2020-08-25 02:02:56.100703 |
| Duration | 25.31 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
target is uniformly distributed | Uniform |
Speaker Number has 66 (6.7%) zeros | Zeros |
target has 90 (9.1%) zeros | Zeros |
Train or Test
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 528 | 53.3% | |
| 0 | 462 | 46.7% |
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros | 66 |
| Zeros (%) | 6.7% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.322677521 |
|---|---|
| Coefficient of variation (CV) | 0.6175253601 |
| Kurtosis | -1.210766135 |
| Mean | 7 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0 |
| Sum | 6930 |
| Variance | 18.68554095 |
| Value | Count | Frequency (%) | |
| 14 | 66 | 6.7% | |
| 13 | 66 | 6.7% | |
| 12 | 66 | 6.7% | |
| 11 | 66 | 6.7% | |
| 10 | 66 | 6.7% | |
| 9 | 66 | 6.7% | |
| 8 | 66 | 6.7% | |
| 7 | 66 | 6.7% | |
| 6 | 66 | 6.7% | |
| 5 | 66 | 6.7% | |
| 4 | 66 | 6.7% | |
| 3 | 66 | 6.7% | |
| 2 | 66 | 6.7% | |
| 1 | 66 | 6.7% | |
| 0 | 66 | 6.7% |
| Value | Count | Frequency (%) | |
| 0 | 66 | 6.7% | |
| 1 | 66 | 6.7% | |
| 2 | 66 | 6.7% | |
| 3 | 66 | 6.7% | |
| 4 | 66 | 6.7% | |
| 5 | 66 | 6.7% | |
| 6 | 66 | 6.7% | |
| 7 | 66 | 6.7% | |
| 8 | 66 | 6.7% | |
| 9 | 66 | 6.7% |
| Value | Count | Frequency (%) | |
| 14 | 66 | 6.7% | |
| 13 | 66 | 6.7% | |
| 12 | 66 | 6.7% | |
| 11 | 66 | 6.7% | |
| 10 | 66 | 6.7% | |
| 9 | 66 | 6.7% | |
| 8 | 66 | 6.7% | |
| 7 | 66 | 6.7% | |
| 6 | 66 | 6.7% | |
| 5 | 66 | 6.7% |
Sex
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 528 | 53.3% | |
| 0 | 462 | 46.7% |
Feature 0
Real number (ℝ)
| Distinct count | 853 |
|---|---|
| Unique (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.203740404040404 |
|---|---|
| Minimum | -5.211 |
| Maximum | -0.941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -5.211 |
|---|---|
| 5-th percentile | -4.66925 |
| Q1 | -3.88775 |
| median | -3.1455 |
| Q3 | -2.6025 |
| 95-th percentile | -1.7658 |
| Maximum | -0.941 |
| Range | 4.27 |
| Interquartile range (IQR) | 1.28525 |
Descriptive statistics
| Standard deviation | 0.868987204 |
|---|---|
| Coefficient of variation (CV) | -0.2712414535 |
| Kurtosis | -0.4939015008 |
| Mean | -3.203740404 |
| Median Absolute Deviation (MAD) | 0.6325 |
| Skewness | 0.06639794475 |
| Sum | -3171.703 |
| Variance | 0.7551387607 |
| Value | Count | Frequency (%) | |
| -4.039 | 3 | 0.3% | |
| -3.242 | 3 | 0.3% | |
| -3.661 | 3 | 0.3% | |
| -2.973 | 3 | 0.3% | |
| -4.316 | 3 | 0.3% | |
| -2.489 | 3 | 0.3% | |
| -4.052 | 3 | 0.3% | |
| -4.047 | 3 | 0.3% | |
| -4.471 | 3 | 0.3% | |
| -3.065 | 3 | 0.3% | |
| -3.034 | 3 | 0.3% | |
| -3 | 3 | 0.3% | |
| -2.445 | 2 | 0.2% | |
| -2.859 | 2 | 0.2% | |
| -3.015 | 2 | 0.2% | |
| -4.094 | 2 | 0.2% | |
| -4.045 | 2 | 0.2% | |
| -4.172 | 2 | 0.2% | |
| -4.083 | 2 | 0.2% | |
| -2.696 | 2 | 0.2% | |
| -4.756 | 2 | 0.2% | |
| -4.049 | 2 | 0.2% | |
| -3.055 | 2 | 0.2% | |
| -2.852 | 2 | 0.2% | |
| -4.21 | 2 | 0.2% | |
| Other values (828) | 928 | 93.7% |
| Value | Count | Frequency (%) | |
| -5.211 | 1 | 0.1% | |
| -5.158 | 1 | 0.1% | |
| -5.143 | 1 | 0.1% | |
| -5.131 | 1 | 0.1% | |
| -5.125 | 1 | 0.1% | |
| -5.124 | 1 | 0.1% | |
| -5.105 | 1 | 0.1% | |
| -5.08 | 1 | 0.1% | |
| -5.069 | 1 | 0.1% | |
| -5.058 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| -0.941 | 1 | 0.1% | |
| -0.961 | 1 | 0.1% | |
| -1.012 | 1 | 0.1% | |
| -1.077 | 1 | 0.1% | |
| -1.093 | 1 | 0.1% | |
| -1.123 | 1 | 0.1% | |
| -1.149 | 1 | 0.1% | |
| -1.202 | 1 | 0.1% | |
| -1.215 | 1 | 0.1% | |
| -1.22 | 1 | 0.1% |
Feature 1
Real number (ℝ)
| Distinct count | 877 |
|---|---|
| Unique (%) | 88.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8817636363636365 |
|---|---|
| Minimum | -1.274 |
| Maximum | 5.074 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.274 |
|---|---|
| 5-th percentile | -0.09695 |
| Q1 | 1.0515 |
| median | 1.8765 |
| Q3 | 2.738 |
| 95-th percentile | 3.7403 |
| Maximum | 5.074 |
| Range | 6.348 |
| Interquartile range (IQR) | 1.6865 |
Descriptive statistics
| Standard deviation | 1.175272004 |
|---|---|
| Coefficient of variation (CV) | 0.6245587817 |
| Kurtosis | -0.3951885936 |
| Mean | 1.881763636 |
| Median Absolute Deviation (MAD) | 0.8435 |
| Skewness | -0.0427626963 |
| Sum | 1862.946 |
| Variance | 1.381264284 |
| Value | Count | Frequency (%) | |
| 1.01 | 3 | 0.3% | |
| 3.582 | 3 | 0.3% | |
| 1.784 | 3 | 0.3% | |
| 2.141 | 3 | 0.3% | |
| 1.724 | 3 | 0.3% | |
| 1.952 | 3 | 0.3% | |
| 2.091 | 3 | 0.3% | |
| 2.83 | 2 | 0.2% | |
| 2.067 | 2 | 0.2% | |
| 3.229 | 2 | 0.2% | |
| 1.655 | 2 | 0.2% | |
| 1.633 | 2 | 0.2% | |
| 1.925 | 2 | 0.2% | |
| 1.984 | 2 | 0.2% | |
| 1.954 | 2 | 0.2% | |
| 3.188 | 2 | 0.2% | |
| 2.026 | 2 | 0.2% | |
| 1.968 | 2 | 0.2% | |
| 0.117 | 2 | 0.2% | |
| 0.988 | 2 | 0.2% | |
| 3.557 | 2 | 0.2% | |
| 3.344 | 2 | 0.2% | |
| 3.014 | 2 | 0.2% | |
| 1.09 | 2 | 0.2% | |
| 2.027 | 2 | 0.2% | |
| Other values (852) | 933 | 94.2% |
| Value | Count | Frequency (%) | |
| -1.274 | 1 | 0.1% | |
| -1.137 | 1 | 0.1% | |
| -1.074 | 1 | 0.1% | |
| -1.027 | 1 | 0.1% | |
| -0.956 | 1 | 0.1% | |
| -0.926 | 1 | 0.1% | |
| -0.922 | 1 | 0.1% | |
| -0.904 | 1 | 0.1% | |
| -0.86 | 1 | 0.1% | |
| -0.826 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5.074 | 1 | 0.1% | |
| 4.993 | 1 | 0.1% | |
| 4.976 | 1 | 0.1% | |
| 4.846 | 1 | 0.1% | |
| 4.643 | 1 | 0.1% | |
| 4.637 | 1 | 0.1% | |
| 4.569 | 1 | 0.1% | |
| 4.5 | 1 | 0.1% | |
| 4.49 | 1 | 0.1% | |
| 4.461 | 1 | 0.1% |
Feature 2
Real number (ℝ)
| Distinct count | 815 |
|---|---|
| Unique (%) | 82.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.5077696969696969 |
|---|---|
| Minimum | -2.487 |
| Maximum | 1.431 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.487 |
|---|---|
| 5-th percentile | -1.62265 |
| Q1 | -0.97575 |
| median | -0.5725 |
| Q3 | -0.06875 |
| 95-th percentile | 0.83 |
| Maximum | 1.431 |
| Range | 3.918 |
| Interquartile range (IQR) | 0.907 |
Descriptive statistics
| Standard deviation | 0.7119482544 |
|---|---|
| Coefficient of variation (CV) | -1.402108591 |
| Kurtosis | -0.1522731915 |
| Mean | -0.507769697 |
| Median Absolute Deviation (MAD) | 0.444 |
| Skewness | 0.2355739821 |
| Sum | -502.692 |
| Variance | 0.506870317 |
| Value | Count | Frequency (%) | |
| -0.389 | 5 | 0.5% | |
| -0.716 | 4 | 0.4% | |
| -0.816 | 4 | 0.4% | |
| 0.157 | 4 | 0.4% | |
| -1.593 | 4 | 0.4% | |
| -0.088 | 3 | 0.3% | |
| -1.029 | 3 | 0.3% | |
| -1.13 | 3 | 0.3% | |
| -0.415 | 3 | 0.3% | |
| -0.87 | 3 | 0.3% | |
| -0.823 | 3 | 0.3% | |
| -0.433 | 3 | 0.3% | |
| -0.71 | 3 | 0.3% | |
| -0.31 | 3 | 0.3% | |
| 0.267 | 3 | 0.3% | |
| -0.899 | 3 | 0.3% | |
| -1.142 | 3 | 0.3% | |
| -0.607 | 3 | 0.3% | |
| -1.007 | 2 | 0.2% | |
| 0.308 | 2 | 0.2% | |
| -0.801 | 2 | 0.2% | |
| -0.514 | 2 | 0.2% | |
| -0.574 | 2 | 0.2% | |
| -0.738 | 2 | 0.2% | |
| 0.102 | 2 | 0.2% | |
| Other values (790) | 916 | 92.5% |
| Value | Count | Frequency (%) | |
| -2.487 | 1 | 0.1% | |
| -2.433 | 1 | 0.1% | |
| -2.423 | 1 | 0.1% | |
| -2.29 | 1 | 0.1% | |
| -2.266 | 1 | 0.1% | |
| -2.254 | 1 | 0.1% | |
| -2.091 | 1 | 0.1% | |
| -2.07 | 1 | 0.1% | |
| -2.041 | 1 | 0.1% | |
| -2.02 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.431 | 1 | 0.1% | |
| 1.413 | 1 | 0.1% | |
| 1.381 | 1 | 0.1% | |
| 1.364 | 1 | 0.1% | |
| 1.312 | 1 | 0.1% | |
| 1.283 | 1 | 0.1% | |
| 1.244 | 1 | 0.1% | |
| 1.231 | 1 | 0.1% | |
| 1.216 | 1 | 0.1% | |
| 1.14 | 1 | 0.1% |
Feature 3
Real number (ℝ)
| Distinct count | 836 |
|---|---|
| Unique (%) | 84.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5154828282828282 |
|---|---|
| Minimum | -1.409 |
| Maximum | 2.377 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.409 |
|---|---|
| 5-th percentile | -0.67485 |
| Q1 | -0.0655 |
| median | 0.4335 |
| Q3 | 1.096 |
| 95-th percentile | 1.771 |
| Maximum | 2.377 |
| Range | 3.786 |
| Interquartile range (IQR) | 1.1615 |
Descriptive statistics
| Standard deviation | 0.7592613429 |
|---|---|
| Coefficient of variation (CV) | 1.472912969 |
| Kurtosis | -0.7621395185 |
| Mean | 0.5154828283 |
| Median Absolute Deviation (MAD) | 0.559 |
| Skewness | 0.1289390736 |
| Sum | 510.328 |
| Variance | 0.5764777869 |
| Value | Count | Frequency (%) | |
| 0.699 | 4 | 0.4% | |
| 0.147 | 4 | 0.4% | |
| 0.234 | 4 | 0.4% | |
| -0.364 | 3 | 0.3% | |
| 0.336 | 3 | 0.3% | |
| -0.016 | 3 | 0.3% | |
| 0.324 | 3 | 0.3% | |
| -0.152 | 3 | 0.3% | |
| 0.214 | 3 | 0.3% | |
| 0.814 | 3 | 0.3% | |
| 0.305 | 3 | 0.3% | |
| 1.501 | 3 | 0.3% | |
| 1.307 | 3 | 0.3% | |
| -0.396 | 3 | 0.3% | |
| 0.555 | 3 | 0.3% | |
| 0.304 | 3 | 0.3% | |
| -0.343 | 3 | 0.3% | |
| 0.937 | 3 | 0.3% | |
| 0.205 | 2 | 0.2% | |
| 0.685 | 2 | 0.2% | |
| 1.508 | 2 | 0.2% | |
| 1.341 | 2 | 0.2% | |
| 0.439 | 2 | 0.2% | |
| 0.37 | 2 | 0.2% | |
| 0.656 | 2 | 0.2% | |
| Other values (811) | 919 | 92.8% |
| Value | Count | Frequency (%) | |
| -1.409 | 1 | 0.1% | |
| -1.332 | 1 | 0.1% | |
| -1.247 | 1 | 0.1% | |
| -1.215 | 1 | 0.1% | |
| -1.197 | 1 | 0.1% | |
| -1.127 | 1 | 0.1% | |
| -1.09 | 1 | 0.1% | |
| -1.047 | 1 | 0.1% | |
| -1.044 | 1 | 0.1% | |
| -1.041 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.377 | 1 | 0.1% | |
| 2.307 | 1 | 0.1% | |
| 2.302 | 1 | 0.1% | |
| 2.287 | 1 | 0.1% | |
| 2.191 | 1 | 0.1% | |
| 2.163 | 1 | 0.1% | |
| 2.129 | 1 | 0.1% | |
| 2.106 | 1 | 0.1% | |
| 2.038 | 1 | 0.1% | |
| 2.023 | 2 | 0.2% |
Feature 4
Real number (ℝ)
| Distinct count | 803 |
|---|---|
| Unique (%) | 81.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.30565757575757574 |
|---|---|
| Minimum | -2.127 |
| Maximum | 1.831 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.127 |
|---|---|
| 5-th percentile | -1.38185 |
| Q1 | -0.769 |
| median | -0.299 |
| Q3 | 0.1695 |
| 95-th percentile | 0.753 |
| Maximum | 1.831 |
| Range | 3.958 |
| Interquartile range (IQR) | 0.9385 |
Descriptive statistics
| Standard deviation | 0.6646022606 |
|---|---|
| Coefficient of variation (CV) | -2.174335967 |
| Kurtosis | -0.2726524234 |
| Mean | -0.3056575758 |
| Median Absolute Deviation (MAD) | 0.47 |
| Skewness | 0.01649917601 |
| Sum | -302.601 |
| Variance | 0.4416961647 |
| Value | Count | Frequency (%) | |
| 0.044 | 6 | 0.6% | |
| -0.131 | 4 | 0.4% | |
| 0.126 | 4 | 0.4% | |
| 0.447 | 3 | 0.3% | |
| -0.348 | 3 | 0.3% | |
| -0.436 | 3 | 0.3% | |
| -1.169 | 3 | 0.3% | |
| -0.693 | 3 | 0.3% | |
| -0.484 | 3 | 0.3% | |
| -0.164 | 3 | 0.3% | |
| 0.127 | 3 | 0.3% | |
| -0.194 | 3 | 0.3% | |
| -0.072 | 3 | 0.3% | |
| 0.215 | 3 | 0.3% | |
| -0.159 | 3 | 0.3% | |
| 0.026 | 3 | 0.3% | |
| -0.312 | 3 | 0.3% | |
| -0.386 | 3 | 0.3% | |
| -0.298 | 3 | 0.3% | |
| -0.612 | 3 | 0.3% | |
| 0.658 | 3 | 0.3% | |
| -0.372 | 3 | 0.3% | |
| -1.164 | 3 | 0.3% | |
| -0.542 | 3 | 0.3% | |
| -0.019 | 3 | 0.3% | |
| Other values (778) | 910 | 91.9% |
| Value | Count | Frequency (%) | |
| -2.127 | 1 | 0.1% | |
| -2.088 | 1 | 0.1% | |
| -2.014 | 1 | 0.1% | |
| -1.995 | 1 | 0.1% | |
| -1.953 | 1 | 0.1% | |
| -1.906 | 1 | 0.1% | |
| -1.905 | 1 | 0.1% | |
| -1.841 | 1 | 0.1% | |
| -1.815 | 1 | 0.1% | |
| -1.765 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.831 | 1 | 0.1% | |
| 1.751 | 1 | 0.1% | |
| 1.618 | 1 | 0.1% | |
| 1.59 | 1 | 0.1% | |
| 1.587 | 1 | 0.1% | |
| 1.529 | 1 | 0.1% | |
| 1.114 | 1 | 0.1% | |
| 1.112 | 1 | 0.1% | |
| 1.106 | 1 | 0.1% | |
| 1.104 | 1 | 0.1% |
Feature 5
Real number (ℝ)
| Distinct count | 798 |
|---|---|
| Unique (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6302444444444445 |
|---|---|
| Minimum | -0.836 |
| Maximum | 2.327 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -0.836 |
|---|---|
| 5-th percentile | -0.29055 |
| Q1 | 0.196 |
| median | 0.552 |
| Q3 | 1.0285 |
| 95-th percentile | 1.72365 |
| Maximum | 2.327 |
| Range | 3.163 |
| Interquartile range (IQR) | 0.8325 |
Descriptive statistics
| Standard deviation | 0.6038710806 |
|---|---|
| Coefficient of variation (CV) | 0.9581537543 |
| Kurtosis | -0.2863787705 |
| Mean | 0.6302444444 |
| Median Absolute Deviation (MAD) | 0.409 |
| Skewness | 0.3570604221 |
| Sum | 623.942 |
| Variance | 0.3646602819 |
| Value | Count | Frequency (%) | |
| 1.047 | 4 | 0.4% | |
| 1.045 | 4 | 0.4% | |
| 0.941 | 4 | 0.4% | |
| 0.381 | 4 | 0.4% | |
| 0.536 | 3 | 0.3% | |
| 1.044 | 3 | 0.3% | |
| 0.788 | 3 | 0.3% | |
| 0.406 | 3 | 0.3% | |
| 0.532 | 3 | 0.3% | |
| 0.41 | 3 | 0.3% | |
| 0.539 | 3 | 0.3% | |
| 0.226 | 3 | 0.3% | |
| 0.176 | 3 | 0.3% | |
| 0.159 | 3 | 0.3% | |
| 0.329 | 3 | 0.3% | |
| 0.285 | 3 | 0.3% | |
| 0.125 | 3 | 0.3% | |
| 0.081 | 3 | 0.3% | |
| 0.78 | 3 | 0.3% | |
| 0.805 | 3 | 0.3% | |
| 0.352 | 3 | 0.3% | |
| 0.287 | 3 | 0.3% | |
| 0.588 | 3 | 0.3% | |
| 0.498 | 3 | 0.3% | |
| 1.125 | 3 | 0.3% | |
| Other values (773) | 911 | 92.0% |
| Value | Count | Frequency (%) | |
| -0.836 | 1 | 0.1% | |
| -0.821 | 1 | 0.1% | |
| -0.817 | 1 | 0.1% | |
| -0.803 | 1 | 0.1% | |
| -0.687 | 1 | 0.1% | |
| -0.67 | 1 | 0.1% | |
| -0.661 | 1 | 0.1% | |
| -0.617 | 1 | 0.1% | |
| -0.616 | 1 | 0.1% | |
| -0.545 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.327 | 1 | 0.1% | |
| 2.29 | 1 | 0.1% | |
| 2.268 | 1 | 0.1% | |
| 2.266 | 1 | 0.1% | |
| 2.252 | 1 | 0.1% | |
| 2.169 | 1 | 0.1% | |
| 2.108 | 1 | 0.1% | |
| 2.079 | 1 | 0.1% | |
| 2.059 | 1 | 0.1% | |
| 2.049 | 1 | 0.1% |
Feature 6
Real number (ℝ)
| Distinct count | 748 |
|---|---|
| Unique (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0043646464646464695 |
|---|---|
| Minimum | -1.537 |
| Maximum | 1.403 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.537 |
|---|---|
| 5-th percentile | -0.79805 |
| Q1 | -0.307 |
| median | 0.022 |
| Q3 | 0.2965 |
| 95-th percentile | 0.74375 |
| Maximum | 1.403 |
| Range | 2.94 |
| Interquartile range (IQR) | 0.6035 |
Descriptive statistics
| Standard deviation | 0.4619268382 |
|---|---|
| Coefficient of variation (CV) | -105.8337352 |
| Kurtosis | 0.1524368802 |
| Mean | -0.004364646465 |
| Median Absolute Deviation (MAD) | 0.298 |
| Skewness | -0.2061520456 |
| Sum | -4.321 |
| Variance | 0.2133764038 |
| Value | Count | Frequency (%) | |
| 0.197 | 4 | 0.4% | |
| 0.051 | 4 | 0.4% | |
| -0.317 | 4 | 0.4% | |
| 0.162 | 4 | 0.4% | |
| 0.067 | 4 | 0.4% | |
| -0.328 | 4 | 0.4% | |
| 0.12 | 4 | 0.4% | |
| 0.049 | 4 | 0.4% | |
| 0.121 | 4 | 0.4% | |
| 0.187 | 4 | 0.4% | |
| 0.144 | 4 | 0.4% | |
| -0.061 | 4 | 0.4% | |
| 0.198 | 4 | 0.4% | |
| 0.403 | 4 | 0.4% | |
| 0.317 | 4 | 0.4% | |
| 0.088 | 3 | 0.3% | |
| 0.348 | 3 | 0.3% | |
| 0.174 | 3 | 0.3% | |
| -0.094 | 3 | 0.3% | |
| 0.127 | 3 | 0.3% | |
| 0.535 | 3 | 0.3% | |
| 0.543 | 3 | 0.3% | |
| -0.137 | 3 | 0.3% | |
| 0.212 | 3 | 0.3% | |
| 0.252 | 3 | 0.3% | |
| Other values (723) | 900 | 90.9% |
| Value | Count | Frequency (%) | |
| -1.537 | 1 | 0.1% | |
| -1.454 | 1 | 0.1% | |
| -1.441 | 1 | 0.1% | |
| -1.363 | 1 | 0.1% | |
| -1.333 | 1 | 0.1% | |
| -1.282 | 1 | 0.1% | |
| -1.275 | 1 | 0.1% | |
| -1.273 | 1 | 0.1% | |
| -1.234 | 1 | 0.1% | |
| -1.219 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.403 | 1 | 0.1% | |
| 1.286 | 1 | 0.1% | |
| 1.209 | 1 | 0.1% | |
| 1.202 | 1 | 0.1% | |
| 1.172 | 1 | 0.1% | |
| 1.16 | 1 | 0.1% | |
| 1.059 | 1 | 0.1% | |
| 1.014 | 1 | 0.1% | |
| 1.003 | 1 | 0.1% | |
| 0.975 | 1 | 0.1% |
Feature 7
Real number (ℝ)
| Distinct count | 794 |
|---|---|
| Unique (%) | 80.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33655252525252527 |
|---|---|
| Minimum | -1.293 |
| Maximum | 2.039 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.293 |
|---|---|
| 5-th percentile | -0.5902 |
| Q1 | -0.09575 |
| median | 0.328 |
| Q3 | 0.77 |
| 95-th percentile | 1.2901 |
| Maximum | 2.039 |
| Range | 3.332 |
| Interquartile range (IQR) | 0.86575 |
Descriptive statistics
| Standard deviation | 0.5733020111 |
|---|---|
| Coefficient of variation (CV) | 1.70345479 |
| Kurtosis | -0.4894416536 |
| Mean | 0.3365525253 |
| Median Absolute Deviation (MAD) | 0.4325 |
| Skewness | 0.005957425489 |
| Sum | 333.187 |
| Variance | 0.3286751959 |
| Value | Count | Frequency (%) | |
| -0.175 | 5 | 0.5% | |
| 0.502 | 4 | 0.4% | |
| 0.036 | 4 | 0.4% | |
| -0.468 | 3 | 0.3% | |
| 0.272 | 3 | 0.3% | |
| -0.45 | 3 | 0.3% | |
| 0.862 | 3 | 0.3% | |
| 0.761 | 3 | 0.3% | |
| 0.716 | 3 | 0.3% | |
| -0.231 | 3 | 0.3% | |
| 0.336 | 3 | 0.3% | |
| 0.676 | 3 | 0.3% | |
| 0.172 | 3 | 0.3% | |
| 0.613 | 3 | 0.3% | |
| -0.282 | 3 | 0.3% | |
| 0.305 | 3 | 0.3% | |
| 0.723 | 3 | 0.3% | |
| 0.702 | 3 | 0.3% | |
| 0.82 | 3 | 0.3% | |
| 0.693 | 3 | 0.3% | |
| 0.832 | 3 | 0.3% | |
| -0.137 | 3 | 0.3% | |
| -0.047 | 3 | 0.3% | |
| -0.016 | 3 | 0.3% | |
| 0.274 | 3 | 0.3% | |
| Other values (769) | 911 | 92.0% |
| Value | Count | Frequency (%) | |
| -1.293 | 1 | 0.1% | |
| -1.211 | 1 | 0.1% | |
| -1.191 | 1 | 0.1% | |
| -1.082 | 1 | 0.1% | |
| -1.079 | 1 | 0.1% | |
| -0.982 | 1 | 0.1% | |
| -0.949 | 1 | 0.1% | |
| -0.947 | 1 | 0.1% | |
| -0.916 | 1 | 0.1% | |
| -0.887 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.039 | 1 | 0.1% | |
| 1.972 | 1 | 0.1% | |
| 1.939 | 1 | 0.1% | |
| 1.77 | 1 | 0.1% | |
| 1.674 | 1 | 0.1% | |
| 1.673 | 1 | 0.1% | |
| 1.667 | 1 | 0.1% | |
| 1.614 | 1 | 0.1% | |
| 1.597 | 1 | 0.1% | |
| 1.583 | 1 | 0.1% |
Feature 8
Real number (ℝ)
| Distinct count | 788 |
|---|---|
| Unique (%) | 79.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.3029757575757576 |
|---|---|
| Minimum | -1.6130000000000002 |
| Maximum | 1.3090000000000002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.613 |
|---|---|
| 5-th percentile | -1.2702 |
| Q1 | -0.704 |
| median | -0.3025 |
| Q3 | 0.09375 |
| 95-th percentile | 0.62065 |
| Maximum | 1.309 |
| Range | 2.922 |
| Interquartile range (IQR) | 0.79775 |
Descriptive statistics
| Standard deviation | 0.570161616 |
|---|---|
| Coefficient of variation (CV) | -1.88187207 |
| Kurtosis | -0.4570102014 |
| Mean | -0.3029757576 |
| Median Absolute Deviation (MAD) | 0.4015 |
| Skewness | 0.05386976153 |
| Sum | -299.946 |
| Variance | 0.3250842684 |
| Value | Count | Frequency (%) | |
| 0.387 | 4 | 0.4% | |
| -0.283 | 4 | 0.4% | |
| 0.023 | 4 | 0.4% | |
| -0.358 | 4 | 0.4% | |
| -0.677 | 4 | 0.4% | |
| 0.05 | 3 | 0.3% | |
| -0.162 | 3 | 0.3% | |
| -0.721 | 3 | 0.3% | |
| -0.3 | 3 | 0.3% | |
| -0.307 | 3 | 0.3% | |
| -0.165 | 3 | 0.3% | |
| -0.268 | 3 | 0.3% | |
| -0.277 | 3 | 0.3% | |
| -0.614 | 3 | 0.3% | |
| -0.54 | 3 | 0.3% | |
| 0.123 | 3 | 0.3% | |
| 0.033 | 3 | 0.3% | |
| -0.687 | 3 | 0.3% | |
| -0.178 | 3 | 0.3% | |
| -0.577 | 3 | 0.3% | |
| -0.809 | 3 | 0.3% | |
| -0.541 | 3 | 0.3% | |
| -0.874 | 3 | 0.3% | |
| -0.611 | 3 | 0.3% | |
| -0.473 | 3 | 0.3% | |
| Other values (763) | 910 | 91.9% |
| Value | Count | Frequency (%) | |
| -1.613 | 1 | 0.1% | |
| -1.609 | 1 | 0.1% | |
| -1.569 | 1 | 0.1% | |
| -1.558 | 1 | 0.1% | |
| -1.555 | 1 | 0.1% | |
| -1.538 | 1 | 0.1% | |
| -1.521 | 1 | 0.1% | |
| -1.52 | 1 | 0.1% | |
| -1.515 | 1 | 0.1% | |
| -1.507 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.309 | 1 | 0.1% | |
| 1.206 | 1 | 0.1% | |
| 1.127 | 1 | 0.1% | |
| 1.103 | 1 | 0.1% | |
| 1.074 | 1 | 0.1% | |
| 1.073 | 1 | 0.1% | |
| 1.058 | 1 | 0.1% | |
| 1.045 | 1 | 0.1% | |
| 1.02 | 1 | 0.1% | |
| 1.007 | 1 | 0.1% |
Feature 9
Real number (ℝ)
| Distinct count | 775 |
|---|---|
| Unique (%) | 78.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.07133939393939392 |
|---|---|
| Minimum | -1.68 |
| Maximum | 1.396 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.68 |
|---|---|
| 5-th percentile | -0.9361 |
| Q1 | -0.548 |
| median | -0.1565 |
| Q3 | 0.371 |
| 95-th percentile | 0.995 |
| Maximum | 1.396 |
| Range | 3.076 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.6039854976 |
|---|---|
| Coefficient of variation (CV) | -8.466367097 |
| Kurtosis | -0.7577231771 |
| Mean | -0.07133939394 |
| Median Absolute Deviation (MAD) | 0.4405 |
| Skewness | 0.2957696848 |
| Sum | -70.626 |
| Variance | 0.3647984813 |
| Value | Count | Frequency (%) | |
| -0.301 | 5 | 0.5% | |
| 0.168 | 4 | 0.4% | |
| 0.41 | 4 | 0.4% | |
| -0.343 | 4 | 0.4% | |
| -0.267 | 4 | 0.4% | |
| -0.456 | 4 | 0.4% | |
| 0.19 | 3 | 0.3% | |
| -0.391 | 3 | 0.3% | |
| -0.413 | 3 | 0.3% | |
| -0.525 | 3 | 0.3% | |
| -0.564 | 3 | 0.3% | |
| -0.318 | 3 | 0.3% | |
| -0.322 | 3 | 0.3% | |
| -0.562 | 3 | 0.3% | |
| -0.507 | 3 | 0.3% | |
| -0.109 | 3 | 0.3% | |
| -0.074 | 3 | 0.3% | |
| 0.198 | 3 | 0.3% | |
| -0.548 | 3 | 0.3% | |
| -0.256 | 3 | 0.3% | |
| -0.764 | 3 | 0.3% | |
| -0.118 | 3 | 0.3% | |
| -0.06 | 3 | 0.3% | |
| -0.25 | 3 | 0.3% | |
| -0.259 | 2 | 0.2% | |
| Other values (750) | 909 | 91.8% |
| Value | Count | Frequency (%) | |
| -1.68 | 1 | 0.1% | |
| -1.518 | 1 | 0.1% | |
| -1.484 | 1 | 0.1% | |
| -1.399 | 1 | 0.1% | |
| -1.32 | 1 | 0.1% | |
| -1.297 | 1 | 0.1% | |
| -1.241 | 1 | 0.1% | |
| -1.226 | 1 | 0.1% | |
| -1.205 | 1 | 0.1% | |
| -1.197 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.396 | 1 | 0.1% | |
| 1.294 | 1 | 0.1% | |
| 1.291 | 1 | 0.1% | |
| 1.245 | 1 | 0.1% | |
| 1.214 | 1 | 0.1% | |
| 1.206 | 1 | 0.1% | |
| 1.193 | 1 | 0.1% | |
| 1.184 | 1 | 0.1% | |
| 1.18 | 1 | 0.1% | |
| 1.177 | 1 | 0.1% |
| Distinct count | 11 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 90 |
| Zeros (%) | 9.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.163875981 |
|---|---|
| Coefficient of variation (CV) | 0.6327751962 |
| Kurtosis | -1.220098918 |
| Mean | 5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 4950 |
| Variance | 10.01011122 |
| Value | Count | Frequency (%) | |
| 10 | 90 | 9.1% | |
| 9 | 90 | 9.1% | |
| 8 | 90 | 9.1% | |
| 7 | 90 | 9.1% | |
| 6 | 90 | 9.1% | |
| 5 | 90 | 9.1% | |
| 4 | 90 | 9.1% | |
| 3 | 90 | 9.1% | |
| 2 | 90 | 9.1% | |
| 1 | 90 | 9.1% | |
| 0 | 90 | 9.1% |
| Value | Count | Frequency (%) | |
| 0 | 90 | 9.1% | |
| 1 | 90 | 9.1% | |
| 2 | 90 | 9.1% | |
| 3 | 90 | 9.1% | |
| 4 | 90 | 9.1% | |
| 5 | 90 | 9.1% | |
| 6 | 90 | 9.1% | |
| 7 | 90 | 9.1% | |
| 8 | 90 | 9.1% | |
| 9 | 90 | 9.1% |
| Value | Count | Frequency (%) | |
| 10 | 90 | 9.1% | |
| 9 | 90 | 9.1% | |
| 8 | 90 | 9.1% | |
| 7 | 90 | 9.1% | |
| 6 | 90 | 9.1% | |
| 5 | 90 | 9.1% | |
| 4 | 90 | 9.1% | |
| 3 | 90 | 9.1% | |
| 2 | 90 | 9.1% | |
| 1 | 90 | 9.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Train or Test | Speaker Number | Sex | Feature 0 | Feature 1 | Feature 2 | Feature 3 | Feature 4 | Feature 5 | Feature 6 | Feature 7 | Feature 8 | Feature 9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 1 | -3.639 | 0.418 | -0.670 | 1.779 | -0.168 | 1.627 | -0.388 | 0.529 | -0.874 | -0.814 | 8 |
| 1 | 1 | 0 | 1 | -3.327 | 0.496 | -0.694 | 1.365 | -0.265 | 1.933 | -0.363 | 0.510 | -0.621 | -0.488 | 2 |
| 2 | 1 | 0 | 1 | -2.120 | 0.894 | -1.576 | 0.147 | -0.707 | 1.559 | -0.579 | 0.676 | -0.809 | -0.049 | 1 |
| 3 | 1 | 0 | 1 | -2.287 | 1.809 | -1.498 | 1.012 | -1.053 | 1.060 | -0.567 | 0.235 | -0.091 | -0.795 | 0 |
| 4 | 1 | 0 | 1 | -2.598 | 1.938 | -0.846 | 1.062 | -1.633 | 0.764 | 0.394 | -0.150 | 0.277 | -0.396 | 5 |
| 5 | 1 | 0 | 1 | -2.852 | 1.914 | -0.755 | 0.825 | -1.588 | 0.855 | 0.217 | -0.246 | 0.238 | -0.365 | 6 |
| 6 | 1 | 0 | 1 | -3.482 | 2.524 | -0.433 | 1.048 | -1.995 | 0.902 | 0.322 | 0.450 | 0.377 | -0.366 | 3 |
| 7 | 1 | 0 | 1 | -3.941 | 2.305 | 0.124 | 1.771 | -1.815 | 0.593 | -0.435 | 0.992 | 0.575 | -0.301 | 9 |
| 8 | 1 | 0 | 1 | -3.860 | 2.116 | -0.939 | 0.688 | -0.675 | 1.679 | -0.512 | 0.928 | -0.167 | -0.434 | 4 |
| 9 | 1 | 0 | 1 | -3.648 | 1.812 | -1.378 | 1.578 | 0.065 | 1.577 | -0.466 | 0.702 | 0.060 | -0.836 | 10 |
Last rows
| Train or Test | Speaker Number | Sex | Feature 0 | Feature 1 | Feature 2 | Feature 3 | Feature 4 | Feature 5 | Feature 6 | Feature 7 | Feature 8 | Feature 9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 980 | 0 | 14 | 0 | -3.620 | 1.066 | 0.158 | 1.393 | 0.879 | 1.020 | -0.090 | 0.087 | -1.333 | 0.585 | 2 |
| 981 | 0 | 14 | 0 | -3.468 | 1.810 | -0.390 | 1.550 | -0.084 | -0.008 | -0.482 | -0.231 | -0.724 | 0.967 | 1 |
| 982 | 0 | 14 | 0 | -2.795 | 1.957 | -1.259 | 0.790 | -0.274 | 0.078 | -0.114 | 0.005 | -0.309 | 1.142 | 0 |
| 983 | 0 | 14 | 0 | -3.002 | 2.944 | -1.379 | -0.188 | -0.131 | 0.957 | 0.346 | -0.392 | -0.711 | 0.617 | 5 |
| 984 | 0 | 14 | 0 | -2.924 | 2.731 | -1.138 | 0.066 | 0.100 | 0.683 | 0.162 | -0.399 | -0.882 | 0.827 | 6 |
| 985 | 0 | 14 | 0 | -3.239 | 3.083 | -1.427 | -0.202 | -0.282 | 1.421 | 0.576 | 0.068 | -0.914 | 0.147 | 3 |
| 986 | 0 | 14 | 0 | -3.753 | 3.605 | -0.899 | -0.747 | -0.401 | 1.765 | 0.620 | 0.754 | -0.835 | -0.301 | 9 |
| 987 | 0 | 14 | 0 | -3.980 | 2.459 | 0.068 | 0.023 | 0.237 | 1.029 | -0.189 | 0.521 | -0.773 | -0.500 | 4 |
| 988 | 0 | 14 | 0 | -4.264 | 2.925 | 0.065 | 0.794 | 0.323 | 0.515 | -1.282 | -0.140 | -0.863 | -0.390 | 10 |
| 989 | 0 | 14 | 0 | -3.291 | 2.324 | -0.679 | 0.285 | 0.441 | 0.557 | -0.227 | 0.115 | -1.046 | 0.697 | 7 |